import numpy as np
import pandas as pd
from matplotlib import pyplot as plt
import cv2
import os
from tensorflow.keras.applications.mobilenet import preprocess_input
from tensorflow.keras.applications.mobilenet import MobileNet
from tensorflow.keras.layers import Reshape, UpSampling2D, Concatenate, Conv2D
from tensorflow.keras.models import Model
from sklearn import metrics
from sklearn.metrics import classification_report
from sklearn import preprocessing
from sklearn.preprocessing import StandardScaler
from sklearn.decomposition import PCA
from sklearn.svm import SVC
from sklearn.metrics import precision_recall_curve,accuracy_score,f1_score,precision_score,recall_score
images_arr = np.load('images.npy',allow_pickle=True)
images_arr.shape
(409, 2)
Loaded the images to images_arr. It has 409 images with image details.
Imp Note: Replace all the pixels within masked area with 1. Hint: X will comprise of array of image whereas Y will comprise of coordinates of the mask(human face). Observe: data[0], data[0][0], data[0][1].
# To understand the data that is read from images.npy
images_arr[0]
array([array([[[42, 37, 34],
[56, 51, 48],
[71, 66, 63],
...,
[23, 33, 34],
[26, 36, 37],
[28, 38, 39]],
[[40, 35, 32],
[51, 46, 43],
[64, 59, 56],
...,
[27, 36, 35],
[24, 33, 32],
[26, 35, 34]],
[[43, 38, 35],
[51, 46, 43],
[61, 56, 53],
...,
[28, 30, 27],
[33, 35, 32],
[35, 37, 34]],
...,
[[56, 47, 40],
[57, 48, 41],
[61, 52, 45],
...,
[67, 48, 42],
[55, 35, 28],
[60, 40, 33]],
[[53, 44, 37],
[54, 45, 38],
[57, 48, 41],
...,
[59, 40, 34],
[60, 40, 33],
[54, 34, 27]],
[[53, 44, 37],
[54, 45, 38],
[57, 48, 41],
...,
[59, 40, 34],
[70, 50, 43],
[64, 44, 37]]], dtype=uint8),
list([{'label': ['Face'], 'notes': '', 'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063}, {'x': 0.1723076923076923, 'y': 0.45345345345345345}], 'imageWidth': 650, 'imageHeight': 333}, {'label': ['Face'], 'notes': '', 'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913}, {'x': 0.6584615384615384, 'y': 0.46846846846846846}], 'imageWidth': 650, 'imageHeight': 333}])],
dtype=object)
images_arr[0][0]
array([[[42, 37, 34],
[56, 51, 48],
[71, 66, 63],
...,
[23, 33, 34],
[26, 36, 37],
[28, 38, 39]],
[[40, 35, 32],
[51, 46, 43],
[64, 59, 56],
...,
[27, 36, 35],
[24, 33, 32],
[26, 35, 34]],
[[43, 38, 35],
[51, 46, 43],
[61, 56, 53],
...,
[28, 30, 27],
[33, 35, 32],
[35, 37, 34]],
...,
[[56, 47, 40],
[57, 48, 41],
[61, 52, 45],
...,
[67, 48, 42],
[55, 35, 28],
[60, 40, 33]],
[[53, 44, 37],
[54, 45, 38],
[57, 48, 41],
...,
[59, 40, 34],
[60, 40, 33],
[54, 34, 27]],
[[53, 44, 37],
[54, 45, 38],
[57, 48, 41],
...,
[59, 40, 34],
[70, 50, 43],
[64, 44, 37]]], dtype=uint8)
images_arr[0][1]
[{'label': ['Face'],
'notes': '',
'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063},
{'x': 0.1723076923076923, 'y': 0.45345345345345345}],
'imageWidth': 650,
'imageHeight': 333},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913},
{'x': 0.6584615384615384, 'y': 0.46846846846846846}],
'imageWidth': 650,
'imageHeight': 333}]
### Function to select n random images and display images
def img_display(arr,n):
rand = np.random.randint(0, len(arr), n) # Generating n random numbers from total number of images
print(rand)
plt.figure(figsize=(20, 20))
for i,j in enumerate(rand):
plt.subplot(1, len(rand), i+1)
plt.imshow(arr[j][0])
plt.axis('off')
plt.show()
img_display(images_arr,5)
[ 17 239 180 387 14]
images = images_arr[:,0]
labels = images_arr[:,1]
plt.imshow(images[207])
<matplotlib.image.AxesImage at 0x29b080e1ca0>
labels[207]
[{'label': ['Face'],
'notes': '',
'points': [{'x': 0.03333333333333333, 'y': 0.2760942760942761},
{'x': 0.41875, 'y': 0.797979797979798}],
'imageWidth': 480,
'imageHeight': 297}]
Image 207 has only one person and hence its corresponding labels hold a list of 1 dict.
plt.imshow(images[4])
<matplotlib.image.AxesImage at 0x29b08159a60>
labels[4]
[{'label': ['Face'],
'notes': '',
'points': [{'x': 0.5586206896551724, 'y': 0.19938650306748465},
{'x': 0.6603448275862069, 'y': 0.3773006134969325}],
'imageWidth': 580,
'imageHeight': 326},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.38620689655172413, 'y': 0.18711656441717792},
{'x': 0.4896551724137931, 'y': 0.4049079754601227}],
'imageWidth': 580,
'imageHeight': 326},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.1724137931034483, 'y': 0.23006134969325154},
{'x': 0.2775862068965517, 'y': 0.44171779141104295}],
'imageWidth': 580,
'imageHeight': 326},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.7155172413793104, 'y': 0.19938650306748465},
{'x': 0.8448275862068966, 'y': 0.41411042944785276}],
'imageWidth': 580,
'imageHeight': 326},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.2982758620689655, 'y': 0.44171779141104295},
{'x': 0.4189655172413793, 'y': 0.6533742331288344}],
'imageWidth': 580,
'imageHeight': 326},
{'label': ['Face'],
'notes': '',
'points': [{'x': 0.6362068965517241, 'y': 0.4233128834355828},
{'x': 0.7362068965517241, 'y': 0.6104294478527608}],
'imageWidth': 580,
'imageHeight': 326}]
image 4 contains 6 faces, hence corresponding labels is a list of 6 dicts with details of 6 faces (coordinates, width, height, etc)
# To unify the shape of all images, lets set the needed variables
img_width = 224
img_height = 224
alpha = 1
y = np.zeros((int(images_arr.shape[0]), img_height, img_width)) ## Initializing
X = np.zeros((int(images_arr.shape[0]), img_height, img_width, 3))
for index in range(images_arr.shape[0]):
image = images_arr[index][0]
image = cv2.resize(image, dsize=(img_height, img_width), interpolation=cv2.INTER_CUBIC)
try:
image = image[:, :, :3]
except:
continue
X[index] = preprocess_input(np.array(image, dtype=np.float32))
for i in images_arr[index][1]:
x1 = int(i["points"][0]['x'] * img_width) ## identify the co-ordinates of the face to mask
x2 = int(i["points"][1]['x'] * img_width) ## identify the co-ordinates of the face to mask
y1 = int(i["points"][0]['y'] * img_height) ## identify the co-ordinates of the face to mask
y2 = int(i["points"][1]['y'] * img_height) ## identify the co-ordinates of the face to mask
y[index][y1:y2, x1:x2] = 1 ## mask the face area with 1
X.shape
(409, 224, 224, 3)
y.shape
(409, 224, 224)
## lets see a sample X and its y
plt.figure(figsize=(10, 5))
n = np.random.randint(0, X.shape[0])
ax1 = plt.subplot(1,2,1)
ax1.set_title("Actual Image")
ax1.imshow(X[n])
ax2 = plt.subplot(1,2,2)
ax2.set_title("Masked Image")
ax2.imshow(y[n])
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x29b079b6640>
# Take first 400 images as train and last 9 images as test
X_train = X[:400]
y_train = y[:400]
X_test = X[400:]
y_test = y[400:]
print("Shape of X_train :{}".format(X_train.shape))
print("Shape of y_train :{}".format(y_train.shape))
print("Shape of X_test :{}".format(X_test.shape))
print("Shape of y_test :{}".format(y_test.shape))
Shape of X_train :(400, 224, 224, 3) Shape of y_train :(400, 224, 224) Shape of X_test :(9, 224, 224, 3) Shape of y_test :(9, 224, 224)
## lets see a sample image from train data and its masked image
plt.figure(figsize=(10, 5))
n = np.random.randint(0, X_train.shape[0])
ax1 = plt.subplot(1,2,1)
ax1.set_title("Actual Image")
ax1.imshow(X_train[n])
ax2 = plt.subplot(1,2,2)
ax2.set_title("Masked Image")
ax2.imshow(y_train[n])
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x29b07b708e0>
All the faces in the above image are correctly identified and masked with yellow.
def create_fmd_model(trainable=True):
cv_model = MobileNet(input_shape=(img_height, img_width, 3), include_top=False, alpha=1.0, weights="imagenet")
for layer in cv_model.layers:
layer.trainable = trainable
block0 = cv_model.get_layer("conv_pw_1_relu").output
block1 = cv_model.get_layer("conv_pw_3_relu").output
block2 = cv_model.get_layer("conv_pw_5_relu").output
block3 = cv_model.get_layer("conv_pw_11_relu").output
block4 = cv_model.get_layer("conv_pw_13_relu").output
x = Concatenate()([UpSampling2D()(block4), block3])
print(x.shape)
x = Concatenate()([UpSampling2D()(x), block2])
print(x.shape)
x = Concatenate()([UpSampling2D()(x), block1])
print(x.shape)
x = Concatenate()([UpSampling2D()(x), block0])
print(x.shape)
x = UpSampling2D()(x)
print(x.shape)
x = Conv2D(1, kernel_size=1, activation="sigmoid")(x)
x = Reshape((img_height, img_width))(x)
print(x.shape)
return Model(inputs=cv_model.input, outputs=x)
fmd_model = create_fmd_model()
(None, 14, 14, 1536) (None, 28, 28, 1792) (None, 56, 56, 1920) (None, 112, 112, 1984) (None, 224, 224, 1984) (None, 224, 224)
fmd_model.summary()
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 224, 224, 3 0 []
)]
conv1 (Conv2D) (None, 112, 112, 32 864 ['input_1[0][0]']
)
conv1_bn (BatchNormalization) (None, 112, 112, 32 128 ['conv1[0][0]']
)
conv1_relu (ReLU) (None, 112, 112, 32 0 ['conv1_bn[0][0]']
)
conv_dw_1 (DepthwiseConv2D) (None, 112, 112, 32 288 ['conv1_relu[0][0]']
)
conv_dw_1_bn (BatchNormalizati (None, 112, 112, 32 128 ['conv_dw_1[0][0]']
on) )
conv_dw_1_relu (ReLU) (None, 112, 112, 32 0 ['conv_dw_1_bn[0][0]']
)
conv_pw_1 (Conv2D) (None, 112, 112, 64 2048 ['conv_dw_1_relu[0][0]']
)
conv_pw_1_bn (BatchNormalizati (None, 112, 112, 64 256 ['conv_pw_1[0][0]']
on) )
conv_pw_1_relu (ReLU) (None, 112, 112, 64 0 ['conv_pw_1_bn[0][0]']
)
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64 0 ['conv_pw_1_relu[0][0]']
)
conv_dw_2 (DepthwiseConv2D) (None, 56, 56, 64) 576 ['conv_pad_2[0][0]']
conv_dw_2_bn (BatchNormalizati (None, 56, 56, 64) 256 ['conv_dw_2[0][0]']
on)
conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0 ['conv_dw_2_bn[0][0]']
conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192 ['conv_dw_2_relu[0][0]']
conv_pw_2_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_pw_2[0][0]']
on)
conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_2_bn[0][0]']
conv_dw_3 (DepthwiseConv2D) (None, 56, 56, 128) 1152 ['conv_pw_2_relu[0][0]']
conv_dw_3_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_dw_3[0][0]']
on)
conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_dw_3_bn[0][0]']
conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384 ['conv_dw_3_relu[0][0]']
conv_pw_3_bn (BatchNormalizati (None, 56, 56, 128) 512 ['conv_pw_3[0][0]']
on)
conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_3_bn[0][0]']
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0 ['conv_pw_3_relu[0][0]']
conv_dw_4 (DepthwiseConv2D) (None, 28, 28, 128) 1152 ['conv_pad_4[0][0]']
conv_dw_4_bn (BatchNormalizati (None, 28, 28, 128) 512 ['conv_dw_4[0][0]']
on)
conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0 ['conv_dw_4_bn[0][0]']
conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768 ['conv_dw_4_relu[0][0]']
conv_pw_4_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_pw_4[0][0]']
on)
conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_4_bn[0][0]']
conv_dw_5 (DepthwiseConv2D) (None, 28, 28, 256) 2304 ['conv_pw_4_relu[0][0]']
conv_dw_5_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_dw_5[0][0]']
on)
conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_dw_5_bn[0][0]']
conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536 ['conv_dw_5_relu[0][0]']
conv_pw_5_bn (BatchNormalizati (None, 28, 28, 256) 1024 ['conv_pw_5[0][0]']
on)
conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_5_bn[0][0]']
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0 ['conv_pw_5_relu[0][0]']
conv_dw_6 (DepthwiseConv2D) (None, 14, 14, 256) 2304 ['conv_pad_6[0][0]']
conv_dw_6_bn (BatchNormalizati (None, 14, 14, 256) 1024 ['conv_dw_6[0][0]']
on)
conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0 ['conv_dw_6_bn[0][0]']
conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072 ['conv_dw_6_relu[0][0]']
conv_pw_6_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_6[0][0]']
on)
conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_6_bn[0][0]']
conv_dw_7 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_6_relu[0][0]']
conv_dw_7_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_7[0][0]']
on)
conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_7_bn[0][0]']
conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_7_relu[0][0]']
conv_pw_7_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_7[0][0]']
on)
conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_7_bn[0][0]']
conv_dw_8 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_7_relu[0][0]']
conv_dw_8_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_8[0][0]']
on)
conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_8_bn[0][0]']
conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_8_relu[0][0]']
conv_pw_8_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_8[0][0]']
on)
conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_8_bn[0][0]']
conv_dw_9 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_8_relu[0][0]']
conv_dw_9_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_dw_9[0][0]']
on)
conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_9_bn[0][0]']
conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_9_relu[0][0]']
conv_pw_9_bn (BatchNormalizati (None, 14, 14, 512) 2048 ['conv_pw_9[0][0]']
on)
conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_9_bn[0][0]']
conv_dw_10 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_9_relu[0][0]']
conv_dw_10_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_dw_10[0][0]']
ion)
conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_10_bn[0][0]']
conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_10_relu[0][0]']
conv_pw_10_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_pw_10[0][0]']
ion)
conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_10_bn[0][0]']
conv_dw_11 (DepthwiseConv2D) (None, 14, 14, 512) 4608 ['conv_pw_10_relu[0][0]']
conv_dw_11_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_dw_11[0][0]']
ion)
conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_11_bn[0][0]']
conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_11_relu[0][0]']
conv_pw_11_bn (BatchNormalizat (None, 14, 14, 512) 2048 ['conv_pw_11[0][0]']
ion)
conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_11_bn[0][0]']
conv_pad_12 (ZeroPadding2D) (None, 15, 15, 512) 0 ['conv_pw_11_relu[0][0]']
conv_dw_12 (DepthwiseConv2D) (None, 7, 7, 512) 4608 ['conv_pad_12[0][0]']
conv_dw_12_bn (BatchNormalizat (None, 7, 7, 512) 2048 ['conv_dw_12[0][0]']
ion)
conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0 ['conv_dw_12_bn[0][0]']
conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288 ['conv_dw_12_relu[0][0]']
conv_pw_12_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_pw_12[0][0]']
ion)
conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_12_bn[0][0]']
conv_dw_13 (DepthwiseConv2D) (None, 7, 7, 1024) 9216 ['conv_pw_12_relu[0][0]']
conv_dw_13_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_dw_13[0][0]']
ion)
conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_dw_13_bn[0][0]']
conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576 ['conv_dw_13_relu[0][0]']
conv_pw_13_bn (BatchNormalizat (None, 7, 7, 1024) 4096 ['conv_pw_13[0][0]']
ion)
conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_13_bn[0][0]']
up_sampling2d (UpSampling2D) (None, 14, 14, 1024 0 ['conv_pw_13_relu[0][0]']
)
concatenate (Concatenate) (None, 14, 14, 1536 0 ['up_sampling2d[0][0]',
) 'conv_pw_11_relu[0][0]']
up_sampling2d_1 (UpSampling2D) (None, 28, 28, 1536 0 ['concatenate[0][0]']
)
concatenate_1 (Concatenate) (None, 28, 28, 1792 0 ['up_sampling2d_1[0][0]',
) 'conv_pw_5_relu[0][0]']
up_sampling2d_2 (UpSampling2D) (None, 56, 56, 1792 0 ['concatenate_1[0][0]']
)
concatenate_2 (Concatenate) (None, 56, 56, 1920 0 ['up_sampling2d_2[0][0]',
) 'conv_pw_3_relu[0][0]']
up_sampling2d_3 (UpSampling2D) (None, 112, 112, 19 0 ['concatenate_2[0][0]']
20)
concatenate_3 (Concatenate) (None, 112, 112, 19 0 ['up_sampling2d_3[0][0]',
84) 'conv_pw_1_relu[0][0]']
up_sampling2d_4 (UpSampling2D) (None, 224, 224, 19 0 ['concatenate_3[0][0]']
84)
conv2d (Conv2D) (None, 224, 224, 1) 1985 ['up_sampling2d_4[0][0]']
reshape (Reshape) (None, 224, 224) 0 ['conv2d[0][0]']
==================================================================================================
Total params: 3,230,849
Trainable params: 3,208,961
Non-trainable params: 21,888
__________________________________________________________________________________________________
from tensorflow import reduce_sum
from tensorflow.keras.backend import epsilon
# Defining dice coefficient
def dice_coefficient(y_true, y_pred):
numerator = 2 * reduce_sum(y_true * y_pred)
denominator = reduce_sum(y_true + y_pred)
return numerator / (denominator + epsilon())
from tensorflow.keras.losses import binary_crossentropy
from tensorflow.keras.backend import log
# Defining loss function
def loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) - log(dice_coefficient(y_true, y_pred) + epsilon())
fmd_model.compile(loss=loss, optimizer='adam', metrics=[dice_coefficient])
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau
checkpoint = ModelCheckpoint("model-{loss:.2f}.h5", monitor="loss", verbose=1, save_best_only=True,
save_weights_only=True, mode="min")
stop = EarlyStopping(monitor="loss", patience=5, mode="min")
reduce_lr = ReduceLROnPlateau(monitor="loss", factor=0.2, patience=5, min_lr=1e-6, verbose=1, mode="min")
fmd_model_fit=fmd_model.fit(X_train, y_train, epochs=10, batch_size=1, callbacks=[checkpoint, reduce_lr, stop],validation_data=(X_test, y_test))
Epoch 1/10 400/400 [==============================] - ETA: 0s - loss: 0.4971 - dice_coefficient: 0.7527 Epoch 1: loss did not improve from 0.33218 400/400 [==============================] - 419s 1s/step - loss: 0.4971 - dice_coefficient: 0.7527 - val_loss: 0.9816 - val_dice_coefficient: 0.5362 - lr: 0.0010 Epoch 2/10 400/400 [==============================] - ETA: 0s - loss: 0.3748 - dice_coefficient: 0.8038 Epoch 2: loss did not improve from 0.33218 400/400 [==============================] - 407s 1s/step - loss: 0.3748 - dice_coefficient: 0.8038 - val_loss: 1.0087 - val_dice_coefficient: 0.5661 - lr: 0.0010 Epoch 3/10 400/400 [==============================] - ETA: 0s - loss: 0.3099 - dice_coefficient: 0.8342 Epoch 3: loss improved from 0.33218 to 0.30993, saving model to model-0.31.h5 400/400 [==============================] - 400s 1s/step - loss: 0.3099 - dice_coefficient: 0.8342 - val_loss: 0.9985 - val_dice_coefficient: 0.5793 - lr: 0.0010 Epoch 4/10 400/400 [==============================] - ETA: 0s - loss: 0.2762 - dice_coefficient: 0.8512 Epoch 4: loss improved from 0.30993 to 0.27623, saving model to model-0.28.h5 400/400 [==============================] - 408s 1s/step - loss: 0.2762 - dice_coefficient: 0.8512 - val_loss: 1.0479 - val_dice_coefficient: 0.5671 - lr: 0.0010 Epoch 5/10 400/400 [==============================] - ETA: 0s - loss: 0.2607 - dice_coefficient: 0.8598 Epoch 5: loss improved from 0.27623 to 0.26068, saving model to model-0.26.h5 400/400 [==============================] - 409s 1s/step - loss: 0.2607 - dice_coefficient: 0.8598 - val_loss: 1.1733 - val_dice_coefficient: 0.5403 - lr: 0.0010 Epoch 6/10 400/400 [==============================] - ETA: 0s - loss: 0.2550 - dice_coefficient: 0.8634 Epoch 6: loss improved from 0.26068 to 0.25496, saving model to model-0.25.h5 400/400 [==============================] - 401s 1s/step - loss: 0.2550 - dice_coefficient: 0.8634 - val_loss: 0.8893 - val_dice_coefficient: 0.5985 - lr: 0.0010 Epoch 7/10 400/400 [==============================] - ETA: 0s - loss: 0.2638 - dice_coefficient: 0.8599 Epoch 7: loss did not improve from 0.25496 400/400 [==============================] - 398s 995ms/step - loss: 0.2638 - dice_coefficient: 0.8599 - val_loss: 1.3310 - val_dice_coefficient: 0.5192 - lr: 0.0010 Epoch 8/10 400/400 [==============================] - ETA: 0s - loss: 0.2825 - dice_coefficient: 0.8513 Epoch 8: loss did not improve from 0.25496 400/400 [==============================] - 396s 990ms/step - loss: 0.2825 - dice_coefficient: 0.8513 - val_loss: 1.1389 - val_dice_coefficient: 0.5374 - lr: 0.0010 Epoch 9/10 400/400 [==============================] - ETA: 0s - loss: 0.2961 - dice_coefficient: 0.8447 Epoch 9: loss did not improve from 0.25496 400/400 [==============================] - 403s 1s/step - loss: 0.2961 - dice_coefficient: 0.8447 - val_loss: 1.1404 - val_dice_coefficient: 0.5253 - lr: 0.0010 Epoch 10/10 400/400 [==============================] - ETA: 0s - loss: 0.3871 - dice_coefficient: 0.8047 Epoch 10: loss did not improve from 0.25496 400/400 [==============================] - 403s 1s/step - loss: 0.3871 - dice_coefficient: 0.8047 - val_loss: 1.1905 - val_dice_coefficient: 0.5229 - lr: 0.0010
fmd_model_results = fmd_model.evaluate(X_test, y_test)
1/1 [==============================] - 6s 6s/step - loss: 0.9856 - dice_coefficient: 0.5735
print('Test loss: ', fmd_model_results[0])
print('Test dice coefficient: ', fmd_model_results[1])
Test loss: 0.9856072664260864 Test dice coefficient: 0.5735422372817993
EPOCH=10
dice_coeff_train = fmd_model_fit.history['dice_coefficient']
dice_coeff_val = fmd_model_fit.history['val_dice_coefficient']
epochs = range(1,EPOCH+1)
plt.plot(epochs, dice_coeff_train, 'g', label='Training dice coefficient')
plt.plot(epochs, dice_coeff_val, 'b', label='Validation dice coefficient')
plt.title('Training and Validation dice coefficients')
plt.xlabel('Epochs')
plt.ylabel('Dice coefficient')
plt.legend()
plt.show()
EPOCH=10
loss_train = fmd_model_fit.history['loss']
loss_val = fmd_model_fit.history['val_loss']
epochs = range(1,EPOCH+1)
plt.plot(epochs, loss_train, 'g', label='Training loss')
plt.plot(epochs, loss_val, 'b', label='validation loss')
plt.title('Training and Validation loss')
plt.xlabel('Epochs')
plt.ylabel('Loss')
plt.legend()
plt.show()
# Setting index as 3 and showing the image
idx=3
plt.figure(figsize=(10, 5))
ax1 = plt.subplot(1,2,1)
ax1.set_title("Actual Image")
ax1.imshow(X_test[idx])
ax2 = plt.subplot(1,2,2)
ax2.set_title("Predicted Mask on Image")
ax2.imshow(y_test[idx])
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x29b14557f70>
pred_mask = cv2.resize(1.0 * (fmd_model.predict(x=np.array([X_test[idx]]))[0] > 0.5), (img_width, img_height))
1/1 [==============================] - 1s 1s/step
ax1 = plt.subplot(1,2,1)
ax1.set_title("Actual Image")
ax1.imshow(X_test[idx])
ax2 = plt.subplot(1,2,2)
ax2.set_title("Predicted Mask on Image")
ax2.imshow(X_test[idx])
ax2.imshow(pred_mask, alpha=0.9)
#plt.imshow(X_test[idx])
#plt.imshow(pred_mask, alpha=0.9)
Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x29b19527c40>
data_folder = 'training_images'
images_list = []
print("Extracting images from training_images folder...")
for img in os.listdir(data_folder):
image = cv2.imread(os.path.join(data_folder,img))
images_list.append(image)
print("Number of images read : {}".format(len(images_list)))
Extracting images from training_images folder... Number of images read : 1091
Hint: You can use ’haarcascade_frontalface_default.xml’ from internet to detect faces which is available open source
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades+'/haarcascade_frontalface_default.xml')
img_df_list=[]
for image in images_list:
img_df_dict={}
img_df_dict['orig_img']=image
temp_image=image.copy()
gray = cv2.cvtColor(temp_image, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.0485258, 6)
for (x, y, w, h) in faces:
x1 = x
x2 = x+w
y1 = y
y2 = y+h
cv2.rectangle(temp_image, (x1,y1), (x2,y2), (255,0,0), 4)
img_df_dict['detected_image']=temp_image
img_df_list.append(img_df_dict)
def show_images(lst,n):
rand = np.random.randint(0, len(lst), n) # Generating n random numbers from total number of images
print("Showing images with index in : {}".format(rand))
plt.figure(figsize=(10, 20))
for cnt,j in enumerate(rand):
plt.subplot(n, 2, (cnt*2)+1)
plt.imshow(lst[j]['orig_img'])
plt.subplot(n, 2, (cnt*2)+2)
plt.imshow(lst[j]['detected_image'])
show_images(img_df_list,5)
Showing images with index in : [ 88 78 733 829 816]
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades+'/haarcascade_frontalface_default.xml')
img_df_list=[]
for image in images_list:
img_df_dict={}
img_df_dict['orig_img']=image
temp_image=image.copy()
gray = cv2.cvtColor(temp_image, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.0485258, 6)
img_df_dict['metadata'] = []
for (x, y, w, h) in faces:
x1 = x
x2 = x+w
y1 = y
y2 = y+h
point_dict={}
point_dict['x']=x
point_dict['y']=y
point_dict['w']=w
point_dict['h']=h
point_dict['coord1']={x1,y1}
point_dict['coord2']={x2,y2}
img_df_dict['metadata'].append(point_dict)
cv2.rectangle(temp_image, (x1,y1), (x2,y2), (255,0,0), 4)
img_df_dict['detected_image']=temp_image
img_df_list.append(img_df_dict)
img_df_list[:3]
[{'orig_img': array([[[ 93, 186, 201],
[ 89, 182, 197],
[ 82, 177, 192],
...,
[139, 156, 213],
[136, 153, 210],
[139, 158, 215]],
[[ 79, 172, 187],
[ 78, 173, 188],
[ 79, 174, 189],
...,
[138, 154, 213],
[134, 150, 209],
[137, 153, 212]],
[[ 62, 157, 172],
[ 67, 162, 177],
[ 74, 171, 185],
...,
[132, 146, 205],
[127, 143, 202],
[131, 147, 206]],
...,
[[107, 75, 99],
[111, 79, 103],
[117, 86, 107],
...,
[ 32, 21, 23],
[ 31, 22, 25],
[ 32, 23, 26]],
[[105, 76, 99],
[109, 80, 103],
[114, 85, 108],
...,
[ 31, 20, 22],
[ 31, 22, 25],
[ 33, 24, 27]],
[[109, 80, 103],
[114, 85, 108],
[119, 90, 113],
...,
[ 30, 19, 21],
[ 33, 22, 25],
[ 33, 24, 27]]], dtype=uint8),
'metadata': [{'x': 146,
'y': 139,
'w': 428,
'h': 428,
'coord1': {139, 146},
'coord2': {567, 574}}],
'detected_image': array([[[ 93, 186, 201],
[ 89, 182, 197],
[ 82, 177, 192],
...,
[139, 156, 213],
[136, 153, 210],
[139, 158, 215]],
[[ 79, 172, 187],
[ 78, 173, 188],
[ 79, 174, 189],
...,
[138, 154, 213],
[134, 150, 209],
[137, 153, 212]],
[[ 62, 157, 172],
[ 67, 162, 177],
[ 74, 171, 185],
...,
[132, 146, 205],
[127, 143, 202],
[131, 147, 206]],
...,
[[107, 75, 99],
[111, 79, 103],
[117, 86, 107],
...,
[ 32, 21, 23],
[ 31, 22, 25],
[ 32, 23, 26]],
[[105, 76, 99],
[109, 80, 103],
[114, 85, 108],
...,
[ 31, 20, 22],
[ 31, 22, 25],
[ 33, 24, 27]],
[[109, 80, 103],
[114, 85, 108],
[119, 90, 113],
...,
[ 30, 19, 21],
[ 33, 22, 25],
[ 33, 24, 27]]], dtype=uint8)},
{'orig_img': array([[[255, 255, 255],
[255, 255, 255],
[255, 255, 255],
...,
[255, 255, 255],
[255, 255, 255],
[255, 255, 255]],
[[255, 255, 255],
[255, 255, 255],
[255, 255, 255],
...,
[255, 255, 255],
[255, 255, 255],
[255, 255, 255]],
[[255, 255, 255],
[255, 255, 255],
[255, 255, 255],
...,
[255, 255, 255],
[255, 255, 255],
[255, 255, 255]],
...,
[[169, 184, 233],
[168, 183, 232],
[167, 183, 230],
...,
[158, 176, 223],
[157, 175, 222],
[157, 175, 222]],
[[169, 185, 232],
[168, 184, 231],
[167, 183, 230],
...,
[158, 176, 223],
[157, 174, 223],
[158, 175, 224]],
[[168, 184, 230],
[168, 184, 230],
[168, 184, 230],
...,
[157, 177, 225],
[157, 177, 225],
[158, 178, 226]]], dtype=uint8),
'metadata': [{'x': 80,
'y': 139,
'w': 435,
'h': 435,
'coord1': {80, 139},
'coord2': {515, 574}}],
'detected_image': array([[[255, 255, 255],
[255, 255, 255],
[255, 255, 255],
...,
[255, 255, 255],
[255, 255, 255],
[255, 255, 255]],
[[255, 255, 255],
[255, 255, 255],
[255, 255, 255],
...,
[255, 255, 255],
[255, 255, 255],
[255, 255, 255]],
[[255, 255, 255],
[255, 255, 255],
[255, 255, 255],
...,
[255, 255, 255],
[255, 255, 255],
[255, 255, 255]],
...,
[[169, 184, 233],
[168, 183, 232],
[167, 183, 230],
...,
[158, 176, 223],
[157, 175, 222],
[157, 175, 222]],
[[169, 185, 232],
[168, 184, 231],
[167, 183, 230],
...,
[158, 176, 223],
[157, 174, 223],
[158, 175, 224]],
[[168, 184, 230],
[168, 184, 230],
[168, 184, 230],
...,
[157, 177, 225],
[157, 177, 225],
[158, 178, 226]]], dtype=uint8)},
{'orig_img': array([[[ 35, 39, 34],
[ 37, 41, 36],
[ 35, 39, 34],
...,
[ 58, 81, 96],
[ 53, 76, 91],
[ 58, 82, 94]],
[[ 42, 46, 41],
[ 39, 43, 38],
[ 31, 35, 30],
...,
[ 56, 79, 94],
[ 55, 78, 93],
[ 52, 76, 88]],
[[ 40, 43, 41],
[ 38, 41, 39],
[ 30, 33, 31],
...,
[ 52, 75, 90],
[ 58, 81, 96],
[ 58, 82, 94]],
...,
[[ 30, 31, 29],
[ 32, 33, 31],
[ 30, 31, 29],
...,
[138, 132, 125],
[122, 116, 109],
[138, 130, 123]],
[[ 27, 28, 26],
[ 32, 33, 31],
[ 32, 33, 31],
...,
[107, 102, 93],
[ 98, 90, 83],
[118, 110, 103]],
[[ 27, 28, 26],
[ 30, 31, 29],
[ 27, 28, 26],
...,
[108, 101, 92],
[ 91, 84, 75],
[107, 100, 91]]], dtype=uint8),
'metadata': [{'x': 32,
'y': 116,
'w': 367,
'h': 367,
'coord1': {32, 116},
'coord2': {399, 483}}],
'detected_image': array([[[ 35, 39, 34],
[ 37, 41, 36],
[ 35, 39, 34],
...,
[ 58, 81, 96],
[ 53, 76, 91],
[ 58, 82, 94]],
[[ 42, 46, 41],
[ 39, 43, 38],
[ 31, 35, 30],
...,
[ 56, 79, 94],
[ 55, 78, 93],
[ 52, 76, 88]],
[[ 40, 43, 41],
[ 38, 41, 39],
[ 30, 33, 31],
...,
[ 52, 75, 90],
[ 58, 81, 96],
[ 58, 82, 94]],
...,
[[ 30, 31, 29],
[ 32, 33, 31],
[ 30, 31, 29],
...,
[138, 132, 125],
[122, 116, 109],
[138, 130, 123]],
[[ 27, 28, 26],
[ 32, 33, 31],
[ 32, 33, 31],
...,
[107, 102, 93],
[ 98, 90, 83],
[118, 110, 103]],
[[ 27, 28, 26],
[ 30, 31, 29],
[ 27, 28, 26],
...,
[108, 101, 92],
[ 91, 84, 75],
[107, 100, 91]]], dtype=uint8)}]
# Writing to pandas dataframe
img_df=pd.DataFrame(img_df_list)
img_df.shape
(1091, 3)
img_df.head()
| orig_img | metadata | detected_image | |
|---|---|---|---|
| 0 | [[[93, 186, 201], [89, 182, 197], [82, 177, 19... | [{'x': 146, 'y': 139, 'w': 428, 'h': 428, 'coo... | [[[93, 186, 201], [89, 182, 197], [82, 177, 19... |
| 1 | [[[255, 255, 255], [255, 255, 255], [255, 255,... | [{'x': 80, 'y': 139, 'w': 435, 'h': 435, 'coor... | [[[255, 255, 255], [255, 255, 255], [255, 255,... |
| 2 | [[[35, 39, 34], [37, 41, 36], [35, 39, 34], [3... | [{'x': 32, 'y': 116, 'w': 367, 'h': 367, 'coor... | [[[35, 39, 34], [37, 41, 36], [35, 39, 34], [3... |
| 3 | [[[142, 137, 158], [154, 150, 169], [163, 159,... | [{'x': 129, 'y': 166, 'w': 365, 'h': 365, 'coo... | [[[142, 137, 158], [154, 150, 169], [163, 159,... |
| 4 | [[[154, 159, 157], [153, 158, 156], [156, 161,... | [{'x': 47, 'y': 191, 'w': 352, 'h': 352, 'coor... | [[[154, 159, 157], [153, 158, 156], [156, 161,... |
img_df['metadata'].head(2)
0 [{'x': 146, 'y': 139, 'w': 428, 'h': 428, 'coo...
1 [{'x': 80, 'y': 139, 'w': 435, 'h': 435, 'coor...
Name: metadata, dtype: object
# Function to show images from dataframe
def show_images_df(df,n):
orig_img_list = df['orig_img'][:]
detected_image_list = df['detected_image'][:]
rand = np.random.randint(0, len(orig_img_list), n) # Generating n random numbers from total number of images
print("Showing images with index in : {}".format(rand))
plt.figure(figsize=(10, 20))
for cnt,j in enumerate(rand):
plt.subplot(n, 2, (cnt*2)+1)
plt.imshow(orig_img_list[j])
plt.subplot(n, 2, (cnt*2)+2)
plt.imshow(detected_image_list[j])
show_images_df(img_df,5)
Showing images with index in : [ 566 638 1001 1068 203]
# Saving dataframe to .csv file
img_df.to_csv('face_detection_out.csv',index=False)
# Checking if we are able to read the saved .csv file
read_df=pd.read_csv('face_detection_out.csv')
read_df.shape
(1091, 3)
from zipfile import ZipFile
zip_path='PINS.zip'
with ZipFile(zip_path, 'r') as z:
z.extractall()
Hint: Metadata means derived information from the available data which can be useful for particular problem statement.
import numpy as np
import os
class IdentityMetadata():
def __init__(self, base, name, file):
# print(base, name, file)
# dataset base directory
self.base = base
# identity name
self.name = name
# image file name
self.file = file
def __repr__(self):
return self.image_path()
def image_path(self):
return os.path.join(self.base, self.name, self.file)
def get_file_metadata(path, folder, file):
# Check file extension. Allow only jpg/jpeg' files.
ext = os.path.splitext(file)[1]
if ext == '.jpg' or ext == '.jpeg':
# getting path of every valid file
full_path=IdentityMetadata(path, folder, file)
return full_path
# Checking if the function works
get_file_metadata('PINS','pins_Aaron Paul','Aaron Paul0_262.jpg')
PINS\pins_Aaron Paul\Aaron Paul0_262.jpg
def load_metadata(path):
metadata = []
for folder in os.listdir(path):
for file in os.listdir(os.path.join(path, folder)):
full_path=get_file_metadata(path, folder, file)
metadata.append(full_path)
return np.array(metadata)
# Loading all images
pins_metadata = load_metadata('PINS')
pins_metadata.shape
(10770,)
# Checking a random image
pins_metadata[20]
PINS\pins_Aaron Paul\Aaron Paul140_243.jpg
pins_metadata[20].image_path()
'PINS\\pins_Aaron Paul\\Aaron Paul140_243.jpg'
Hint: Use ‘vgg_face_weights.h5’
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D, Dropout, Flatten, Activation
def vgg_face():
model = Sequential()
model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(Convolution2D(4096, (7, 7), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(4096, (1, 1), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(2622, (1, 1)))
model.add(Flatten())
model.add(Activation('softmax'))
return model
vgg_face_model = vgg_face()
# Loading the weights given
vgg_face_model.load_weights('vgg_face_weights.h5')
print('Input of vgg_face_model : {}'.format(vgg_face_model.inputs))
print('\nOutput of vgg_face_model : {}'.format(vgg_face_model.outputs))
print("---------------------------------")
print('Input of first layer : {}'.format(vgg_face_model.layers[0].input))
print('\nOutput of first layer : {}'.format(vgg_face_model.layers[0].output))
print("---------------------------------")
print('Input of last but previous layer : {}'.format(vgg_face_model.layers[-2].input))
print('\nOutput of last but previous layer: {}'.format(vgg_face_model.layers[-2].output))
Input of vgg_face_model : [<KerasTensor: shape=(None, 224, 224, 3) dtype=float32 (created by layer 'zero_padding2d_input')>] Output of vgg_face_model : [<KerasTensor: shape=(None, 2622) dtype=float32 (created by layer 'activation')>] --------------------------------- Input of first layer : KerasTensor(type_spec=TensorSpec(shape=(None, 224, 224, 3), dtype=tf.float32, name='zero_padding2d_input'), name='zero_padding2d_input', description="created by layer 'zero_padding2d_input'") Output of first layer : KerasTensor(type_spec=TensorSpec(shape=(None, 226, 226, 3), dtype=tf.float32, name=None), name='zero_padding2d/Pad:0', description="created by layer 'zero_padding2d'") --------------------------------- Input of last but previous layer : KerasTensor(type_spec=TensorSpec(shape=(None, 1, 1, 2622), dtype=tf.float32, name=None), name='conv2d_16/BiasAdd:0', description="created by layer 'conv2d_16'") Output of last but previous layer: KerasTensor(type_spec=TensorSpec(shape=(None, 2622), dtype=tf.float32, name=None), name='flatten/Reshape:0', description="created by layer 'flatten'")
vgg_face_descriptor = Model(inputs=vgg_face_model.layers[0].input, outputs=vgg_face_model.layers[-2].output)
vgg_face_descriptor.inputs, vgg_face_descriptor.outputs
([<KerasTensor: shape=(None, 224, 224, 3) dtype=float32 (created by layer 'zero_padding2d_input')>], [<KerasTensor: shape=(None, 2622) dtype=float32 (created by layer 'flatten')>])
# Define function to load the image, reverse the image to RGB, normalize and resize
def load_normalize_image(path):
img = cv2.imread(path, 1)
# reverse to RGB
img_upd =img[...,::-1]
# Normalising pixel values
img_upd = (img_upd / 255.).astype(np.float32)
#resizing to (224,224)
img_upd = cv2.resize(img_upd, dsize = (224,224))
return img_upd
# Test if the function works for a sample image
load_normalize_image(pins_metadata[0].image_path())
array([[[0.91207695, 0.7356064 , 0.6454103 ],
[0.88488847, 0.7143265 , 0.62609994],
[0.8638735 , 0.6964493 , 0.6183299 ],
...,
[0.4222514 , 0.24705882, 0.27578783],
[0.41568628, 0.24705882, 0.28235295],
[0.41568628, 0.24705882, 0.28235295]],
[[0.90540075, 0.73095226, 0.6367121 ],
[0.86887133, 0.69931585, 0.60704523],
[0.83423114, 0.66952527, 0.5825918 ],
...,
[0.4222514 , 0.24705882, 0.27578783],
[0.41568628, 0.24705882, 0.28235295],
[0.41568628, 0.24705882, 0.28235295]],
[[0.8978419 , 0.72529286, 0.62725365],
[0.85586554, 0.68387043, 0.5861082 ],
[0.80574644, 0.6399422 , 0.5461987 ],
...,
[0.4188813 , 0.24368873, 0.27241772],
[0.41231617, 0.24368873, 0.27898285],
[0.4151221 , 0.24649464, 0.28178877]],
...,
[[0.76963806, 0.46629983, 0.36387992],
[0.76523983, 0.46524858, 0.3672269 ],
[0.7585149 , 0.46375817, 0.3729231 ],
...,
[0.30588236, 0.25882354, 0.29803923],
[0.30588236, 0.25882354, 0.29803923],
[0.30588236, 0.25882354, 0.29803923]],
[[0.7799311 , 0.46722114, 0.36167732],
[0.77430844, 0.4705267 , 0.36965147],
[0.7704044 , 0.47374827, 0.38070413],
...,
[0.30588236, 0.25882354, 0.29803923],
[0.30588236, 0.25882354, 0.29803923],
[0.30588236, 0.25882354, 0.29803923]],
[[0.7875613 , 0.4738358 , 0.36795345],
[0.7836222 , 0.47580534, 0.3718925 ],
[0.77971816, 0.48103994, 0.3856443 ],
...,
[0.30588236, 0.25882354, 0.29803923],
[0.30588236, 0.25882354, 0.29803923],
[0.30588236, 0.25882354, 0.29803923]]], dtype=float32)
# Get the embedding vector for this sample image
samp_img = load_normalize_image(pins_metadata[0].image_path())
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(samp_img, axis=0))[0]
print("Shape of the embedding vector : {}".format(embedding_vector.shape))
1/1 [==============================] - 2s 2s/step Shape of the embedding vector : (2622,)
## Let us check the sample values of embedded vectors generated for the sample image
for i in range(5):
print(i, embedding_vector[i], type(embedding_vector[i]))
0 0.03170304 <class 'numpy.float32'> 1 -0.015051306 <class 'numpy.float32'> 2 -0.012434014 <class 'numpy.float32'> 3 0.01952115 <class 'numpy.float32'> 4 -0.00044385204 <class 'numpy.float32'>
## function to loop through all images and get the embedding vectors for all images
def get_all_embeddings(metadata):
embeddings = np.zeros((metadata.shape[0], 2622)) # initializing for all 10770 images
for i, m in enumerate(metadata):
img_upd = load_normalize_image(metadata[i].image_path())
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img_upd, axis=0))[0]
embeddings[i]=embedding_vector
return embeddings
## calling the function for pins_metadata
all_embeddings=get_all_embeddings(pins_metadata)
print("Shape of all_embedding : {}".format(all_embeddings.shape))
1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 926ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 737ms/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 1s 756ms/step 1/1 [==============================] - 1s 864ms/step 1/1 [==============================] - 1s 739ms/step 1/1 [==============================] - 1s 889ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 857ms/step 1/1 [==============================] - 1s 803ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 3s 3s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 776ms/step 1/1 [==============================] - 1s 510ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 1s 951ms/step 1/1 [==============================] - 1s 522ms/step 1/1 [==============================] - 1s 770ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 442ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 498ms/step 1/1 [==============================] - 0s 459ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 468ms/step 1/1 [==============================] - 1s 524ms/step 1/1 [==============================] - 0s 465ms/step 1/1 [==============================] - 0s 462ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 0s 463ms/step 1/1 [==============================] - 0s 449ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 1s 502ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 1s 507ms/step 1/1 [==============================] - 1s 528ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 1s 506ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 453ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 470ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 463ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 463ms/step 1/1 [==============================] - 0s 453ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 0s 468ms/step 1/1 [==============================] - 1s 502ms/step 1/1 [==============================] - 1s 732ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 460ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 444ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 463ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 1s 507ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 0s 487ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 1s 534ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 1s 517ms/step 1/1 [==============================] - 0s 475ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 444ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 1s 843ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 465ms/step 1/1 [==============================] - 0s 478ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 1s 512ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 300ms/step 1/1 [==============================] - 0s 297ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 322ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 468ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 1s 543ms/step 1/1 [==============================] - 1s 501ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 449ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 318ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 462ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 1s 698ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 320ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 328ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 1s 705ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 466ms/step 1/1 [==============================] - 1s 522ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 504ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 1s 509ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 0s 479ms/step 1/1 [==============================] - 1s 513ms/step 1/1 [==============================] - 1s 540ms/step 1/1 [==============================] - 1s 926ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 686ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 521ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 476ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 1s 525ms/step 1/1 [==============================] - 1s 711ms/step 1/1 [==============================] - 0s 471ms/step 1/1 [==============================] - 0s 499ms/step 1/1 [==============================] - 1s 504ms/step 1/1 [==============================] - 0s 461ms/step 1/1 [==============================] - 0s 472ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 479ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 1s 537ms/step 1/1 [==============================] - 0s 487ms/step 1/1 [==============================] - 1s 814ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 466ms/step 1/1 [==============================] - 1s 541ms/step 1/1 [==============================] - 1s 513ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 444ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 454ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 466ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 708ms/step 1/1 [==============================] - 1s 719ms/step 1/1 [==============================] - 1s 528ms/step 1/1 [==============================] - 1s 513ms/step 1/1 [==============================] - 0s 462ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 1s 687ms/step 1/1 [==============================] - 1s 510ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 715ms/step 1/1 [==============================] - 1s 527ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 523ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 733ms/step 1/1 [==============================] - 1s 763ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 676ms/step 1/1 [==============================] - 1s 664ms/step 1/1 [==============================] - 1s 504ms/step 1/1 [==============================] - 0s 498ms/step 1/1 [==============================] - 1s 805ms/step 1/1 [==============================] - 1s 507ms/step 1/1 [==============================] - 1s 514ms/step 1/1 [==============================] - 1s 506ms/step 1/1 [==============================] - 1s 504ms/step 1/1 [==============================] - 0s 479ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 1s 528ms/step 1/1 [==============================] - 1s 536ms/step 1/1 [==============================] - 1s 851ms/step 1/1 [==============================] - 1s 785ms/step 1/1 [==============================] - 1s 503ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 520ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 465ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 504ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 843ms/step 1/1 [==============================] - 1s 740ms/step 1/1 [==============================] - 1s 522ms/step 1/1 [==============================] - 1s 710ms/step 1/1 [==============================] - 0s 490ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 490ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 0s 495ms/step 1/1 [==============================] - 0s 480ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 1s 763ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 0s 477ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 517ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 683ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 512ms/step 1/1 [==============================] - 1s 503ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 490ms/step 1/1 [==============================] - 1s 502ms/step 1/1 [==============================] - 0s 491ms/step 1/1 [==============================] - 0s 494ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 519ms/step 1/1 [==============================] - 0s 485ms/step 1/1 [==============================] - 1s 517ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 0s 495ms/step 1/1 [==============================] - 1s 540ms/step 1/1 [==============================] - 1s 544ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 1s 518ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 442ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 1s 532ms/step 1/1 [==============================] - 0s 444ms/step 1/1 [==============================] - 0s 498ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 0s 471ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 701ms/step 1/1 [==============================] - 1s 514ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 484ms/step 1/1 [==============================] - 0s 458ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 0s 490ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 0s 470ms/step 1/1 [==============================] - 0s 487ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 1s 929ms/step 1/1 [==============================] - 1s 511ms/step 1/1 [==============================] - 0s 490ms/step 1/1 [==============================] - 1s 526ms/step 1/1 [==============================] - 0s 495ms/step 1/1 [==============================] - 1s 519ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 513ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 0s 499ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 890ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 739ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 4s 4s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 721ms/step 1/1 [==============================] - 1s 663ms/step 1/1 [==============================] - 1s 654ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 697ms/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 764ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 939ms/step 1/1 [==============================] - 1s 850ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 839ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 524ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 533ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 544ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 539ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 544ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 543ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 540ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 544ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 721ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 813ms/step 1/1 [==============================] - 1s 994ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 886ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 541ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 544ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 538ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 529ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 3s 3s/step 1/1 [==============================] - 1s 802ms/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 4s 4s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 738ms/step 1/1 [==============================] - 1s 715ms/step 1/1 [==============================] - 1s 705ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 818ms/step 1/1 [==============================] - 1s 724ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 728ms/step 1/1 [==============================] - 1s 928ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 830ms/step 1/1 [==============================] - 1s 818ms/step 1/1 [==============================] - 1s 883ms/step 1/1 [==============================] - 1s 931ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 902ms/step 1/1 [==============================] - 1s 698ms/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 1s 681ms/step 1/1 [==============================] - 1s 794ms/step 1/1 [==============================] - 1s 738ms/step 1/1 [==============================] - 1s 739ms/step 1/1 [==============================] - 1s 711ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 0s 485ms/step 1/1 [==============================] - 0s 493ms/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 799ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 908ms/step 1/1 [==============================] - 1s 701ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 654ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 817ms/step 1/1 [==============================] - 1s 834ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 938ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 802ms/step 1/1 [==============================] - 1s 696ms/step 1/1 [==============================] - 1s 690ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 654ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 674ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 700ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 684ms/step 1/1 [==============================] - 1s 679ms/step 1/1 [==============================] - 1s 739ms/step 1/1 [==============================] - 1s 696ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 672ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 684ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 664ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 710ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 660ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 687ms/step 1/1 [==============================] - 1s 663ms/step 1/1 [==============================] - 1s 664ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 661ms/step 1/1 [==============================] - 1s 662ms/step 1/1 [==============================] - 1s 664ms/step 1/1 [==============================] - 1s 839ms/step 1/1 [==============================] - 1s 797ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 706ms/step 1/1 [==============================] - 1s 723ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 708ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 501ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 539ms/step 1/1 [==============================] - 1s 700ms/step 1/1 [==============================] - 1s 679ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 543ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 873ms/step 1/1 [==============================] - 1s 766ms/step 1/1 [==============================] - 1s 698ms/step 1/1 [==============================] - 1s 693ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 687ms/step 1/1 [==============================] - 1s 695ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 730ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 688ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 687ms/step 1/1 [==============================] - 1s 661ms/step 1/1 [==============================] - 1s 696ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 857ms/step 1/1 [==============================] - 1s 706ms/step 1/1 [==============================] - 1s 680ms/step 1/1 [==============================] - 1s 729ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 691ms/step 1/1 [==============================] - 1s 694ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 677ms/step 1/1 [==============================] - 1s 811ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 716ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 975ms/step 1/1 [==============================] - 1s 842ms/step 1/1 [==============================] - 1s 874ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 726ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 662ms/step 1/1 [==============================] - 1s 731ms/step 1/1 [==============================] - 1s 740ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 674ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 714ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 660ms/step 1/1 [==============================] - 1s 663ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 691ms/step 1/1 [==============================] - 1s 715ms/step 1/1 [==============================] - 1s 684ms/step 1/1 [==============================] - 1s 684ms/step 1/1 [==============================] - 1s 751ms/step 1/1 [==============================] - 1s 739ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 710ms/step 1/1 [==============================] - 1s 681ms/step 1/1 [==============================] - 1s 661ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 662ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 644ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 683ms/step 1/1 [==============================] - 1s 690ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 660ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 686ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 664ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 644ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 654ms/step 1/1 [==============================] - 1s 689ms/step 1/1 [==============================] - 1s 735ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 754ms/step 1/1 [==============================] - 1s 681ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 700ms/step 1/1 [==============================] - 1s 681ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 718ms/step 1/1 [==============================] - 1s 684ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 644ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 757ms/step 1/1 [==============================] - 1s 714ms/step 1/1 [==============================] - 1s 663ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 731ms/step 1/1 [==============================] - 1s 785ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 681ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 898ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 740ms/step 1/1 [==============================] - 1s 700ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 921ms/step 1/1 [==============================] - 1s 849ms/step 1/1 [==============================] - 1s 701ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 693ms/step 1/1 [==============================] - 1s 788ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 661ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 663ms/step 1/1 [==============================] - 1s 702ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 644ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 661ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 695ms/step 1/1 [==============================] - 1s 753ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 802ms/step 1/1 [==============================] - 1s 672ms/step 1/1 [==============================] - 1s 796ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 0s 468ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 479ms/step 1/1 [==============================] - 0s 496ms/step 1/1 [==============================] - 0s 449ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 676ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 663ms/step 1/1 [==============================] - 1s 677ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 744ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 660ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 679ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 644ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 729ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 766ms/step 1/1 [==============================] - 1s 722ms/step 1/1 [==============================] - 1s 694ms/step 1/1 [==============================] - 1s 737ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 708ms/step 1/1 [==============================] - 1s 719ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 818ms/step 1/1 [==============================] - 1s 836ms/step 1/1 [==============================] - 1s 920ms/step 1/1 [==============================] - 1s 807ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 943ms/step 1/1 [==============================] - 1s 767ms/step 1/1 [==============================] - 1s 790ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 812ms/step 1/1 [==============================] - 1s 769ms/step 1/1 [==============================] - 1s 792ms/step 1/1 [==============================] - 1s 771ms/step 1/1 [==============================] - 1s 732ms/step 1/1 [==============================] - 1s 741ms/step 1/1 [==============================] - 1s 660ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 796ms/step 1/1 [==============================] - 1s 760ms/step 1/1 [==============================] - 1s 752ms/step 1/1 [==============================] - 1s 765ms/step 1/1 [==============================] - 1s 723ms/step 1/1 [==============================] - 1s 767ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 680ms/step 1/1 [==============================] - 1s 779ms/step 1/1 [==============================] - 1s 767ms/step 1/1 [==============================] - 1s 749ms/step 1/1 [==============================] - 1s 731ms/step 1/1 [==============================] - 1s 721ms/step 1/1 [==============================] - 1s 784ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 660ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 864ms/step 1/1 [==============================] - 1s 907ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 644ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 682ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 751ms/step 1/1 [==============================] - 1s 693ms/step 1/1 [==============================] - 1s 705ms/step 1/1 [==============================] - 1s 715ms/step 1/1 [==============================] - 1s 749ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 697ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 662ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 674ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 750ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 655ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 638ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 699ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 632ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 734ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 609ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 763ms/step 1/1 [==============================] - 1s 758ms/step 1/1 [==============================] - 1s 722ms/step 1/1 [==============================] - 1s 659ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 694ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 720ms/step 1/1 [==============================] - 1s 765ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 539ms/step 1/1 [==============================] - 1s 525ms/step 1/1 [==============================] - 1s 538ms/step 1/1 [==============================] - 1s 529ms/step 1/1 [==============================] - 1s 536ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 749ms/step 1/1 [==============================] - 1s 917ms/step 1/1 [==============================] - 1s 737ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 532ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 722ms/step 1/1 [==============================] - 1s 713ms/step 1/1 [==============================] - 1s 658ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 649ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 702ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 754ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 747ms/step 1/1 [==============================] - 1s 740ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 728ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 629ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 633ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 661ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 818ms/step 1/1 [==============================] - 1s 781ms/step 1/1 [==============================] - 1s 777ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 543ms/step 1/1 [==============================] - 1s 523ms/step 1/1 [==============================] - 1s 518ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 813ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 837ms/step 1/1 [==============================] - 1s 760ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 844ms/step 1/1 [==============================] - 1s 825ms/step 1/1 [==============================] - 1s 952ms/step 1/1 [==============================] - 1s 721ms/step 1/1 [==============================] - 1s 897ms/step 1/1 [==============================] - 1s 830ms/step 1/1 [==============================] - 1s 760ms/step 1/1 [==============================] - 1s 732ms/step 1/1 [==============================] - 1s 768ms/step 1/1 [==============================] - 1s 735ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 637ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 537ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 539ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 539ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 1s 527ms/step 1/1 [==============================] - 1s 540ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 540ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 537ms/step 1/1 [==============================] - 1s 538ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 668ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 549ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 548ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 552ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 560ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 687ms/step 1/1 [==============================] - 1s 654ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 614ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 594ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 598ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 694ms/step 1/1 [==============================] - 1s 683ms/step 1/1 [==============================] - 1s 676ms/step 1/1 [==============================] - 1s 676ms/step 1/1 [==============================] - 1s 653ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 727ms/step 1/1 [==============================] - 1s 691ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 622ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 654ms/step 1/1 [==============================] - 1s 677ms/step 1/1 [==============================] - 1s 753ms/step 1/1 [==============================] - 1s 672ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 701ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 764ms/step 1/1 [==============================] - 1s 868ms/step 1/1 [==============================] - 1s 714ms/step 1/1 [==============================] - 1s 697ms/step 1/1 [==============================] - 1s 706ms/step 1/1 [==============================] - 1s 719ms/step 1/1 [==============================] - 1s 650ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 623ms/step 1/1 [==============================] - 1s 606ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 648ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 610ms/step 1/1 [==============================] - 1s 657ms/step 1/1 [==============================] - 1s 700ms/step 1/1 [==============================] - 1s 683ms/step 1/1 [==============================] - 1s 646ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 583ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 587ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 691ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 589ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 643ms/step 1/1 [==============================] - 1s 683ms/step 1/1 [==============================] - 1s 675ms/step 1/1 [==============================] - 1s 693ms/step 1/1 [==============================] - 1s 628ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 613ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 634ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 627ms/step 1/1 [==============================] - 1s 636ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 585ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 588ms/step 1/1 [==============================] - 1s 639ms/step 1/1 [==============================] - 1s 713ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 692ms/step 1/1 [==============================] - 1s 699ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 671ms/step 1/1 [==============================] - 1s 697ms/step 1/1 [==============================] - 1s 641ms/step 1/1 [==============================] - 1s 611ms/step 1/1 [==============================] - 1s 601ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 568ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 599ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 573ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 565ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 575ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 554ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 581ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 559ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 569ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 1s 544ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 700ms/step 1/1 [==============================] - 1s 915ms/step 1/1 [==============================] - 1s 889ms/step 1/1 [==============================] - 1s 949ms/step 1/1 [==============================] - 1s 786ms/step 1/1 [==============================] - 2s 2s/step 1/1 [==============================] - 1s 876ms/step 1/1 [==============================] - 1s 763ms/step 1/1 [==============================] - 1s 750ms/step 1/1 [==============================] - 1s 908ms/step 1/1 [==============================] - 1s 676ms/step 1/1 [==============================] - 1s 762ms/step 1/1 [==============================] - 1s 763ms/step 1/1 [==============================] - 1s 703ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 625ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 678ms/step 1/1 [==============================] - 1s 630ms/step 1/1 [==============================] - 1s 592ms/step 1/1 [==============================] - 1s 647ms/step 1/1 [==============================] - 1s 582ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 704ms/step 1/1 [==============================] - 1s 590ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 796ms/step 1/1 [==============================] - 1s 672ms/step 1/1 [==============================] - 1s 819ms/step 1/1 [==============================] - 1s 798ms/step 1/1 [==============================] - 1s 687ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 1s/step 1/1 [==============================] - 1s 870ms/step 1/1 [==============================] - 1s 682ms/step 1/1 [==============================] - 1s 845ms/step 1/1 [==============================] - 1s 718ms/step 1/1 [==============================] - 1s 908ms/step 1/1 [==============================] - 1s 624ms/step 1/1 [==============================] - 1s 607ms/step 1/1 [==============================] - 1s 701ms/step 1/1 [==============================] - 1s 699ms/step 1/1 [==============================] - 1s 707ms/step 1/1 [==============================] - 1s 631ms/step 1/1 [==============================] - 1s 667ms/step 1/1 [==============================] - 1s 787ms/step 1/1 [==============================] - 1s 733ms/step 1/1 [==============================] - 1s 530ms/step 1/1 [==============================] - 0s 487ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 1s 698ms/step 1/1 [==============================] - 1s 748ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 1s 790ms/step 1/1 [==============================] - 1s 604ms/step 1/1 [==============================] - 1s 574ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 0s 495ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 617ms/step 1/1 [==============================] - 1s 754ms/step 1/1 [==============================] - 1s 523ms/step 1/1 [==============================] - 1s 731ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 538ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 897ms/step 1/1 [==============================] - 1s 743ms/step 1/1 [==============================] - 1s 571ms/step 1/1 [==============================] - 0s 479ms/step 1/1 [==============================] - 1s 533ms/step 1/1 [==============================] - 1s 620ms/step 1/1 [==============================] - 1s 714ms/step 1/1 [==============================] - 1s 656ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 476ms/step 1/1 [==============================] - 0s 454ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 0s 480ms/step 1/1 [==============================] - 0s 473ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 1s 579ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 626ms/step 1/1 [==============================] - 0s 482ms/step 1/1 [==============================] - 1s 593ms/step 1/1 [==============================] - 1s 561ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 1s 521ms/step 1/1 [==============================] - 1s 557ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 0s 484ms/step 1/1 [==============================] - 0s 484ms/step 1/1 [==============================] - 0s 472ms/step 1/1 [==============================] - 0s 483ms/step 1/1 [==============================] - 1s 567ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 1s 652ms/step 1/1 [==============================] - 1s 666ms/step 1/1 [==============================] - 1s 741ms/step 1/1 [==============================] - 1s 616ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 1s 524ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 1s 524ms/step 1/1 [==============================] - 0s 463ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 1s 510ms/step 1/1 [==============================] - 1s 669ms/step 1/1 [==============================] - 1s 528ms/step 1/1 [==============================] - 0s 484ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 442ms/step 1/1 [==============================] - 0s 484ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 0s 453ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 472ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 1s 507ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 482ms/step 1/1 [==============================] - 0s 481ms/step 1/1 [==============================] - 1s 545ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 1s 572ms/step 1/1 [==============================] - 1s 533ms/step 1/1 [==============================] - 1s 566ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 0s 498ms/step 1/1 [==============================] - 0s 487ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 1s 597ms/step 1/1 [==============================] - 1s 535ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 477ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 460ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 480ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 576ms/step 1/1 [==============================] - 1s 511ms/step 1/1 [==============================] - 1s 600ms/step 1/1 [==============================] - 1s 520ms/step 1/1 [==============================] - 1s 503ms/step 1/1 [==============================] - 1s 509ms/step 1/1 [==============================] - 1s 591ms/step 1/1 [==============================] - 1s 521ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 486ms/step 1/1 [==============================] - 0s 497ms/step 1/1 [==============================] - 1s 553ms/step 1/1 [==============================] - 0s 477ms/step 1/1 [==============================] - 1s 748ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 1s 731ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 1s 523ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 1s 551ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 1s 621ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 1s 703ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 1s 645ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 473ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 1s 520ms/step 1/1 [==============================] - 1s 764ms/step 1/1 [==============================] - 0s 454ms/step 1/1 [==============================] - 1s 562ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 0s 495ms/step 1/1 [==============================] - 1s 518ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 1s 619ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 1s 753ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 1s 728ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 1s 531ms/step 1/1 [==============================] - 1s 578ms/step 1/1 [==============================] - 1s 738ms/step 1/1 [==============================] - 1s 537ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 1s 640ms/step 1/1 [==============================] - 1s 608ms/step 1/1 [==============================] - 1s 729ms/step 1/1 [==============================] - 1s 511ms/step 1/1 [==============================] - 1s 612ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 473ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 480ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 493ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 1s 521ms/step 1/1 [==============================] - 1s 665ms/step 1/1 [==============================] - 1s 618ms/step 1/1 [==============================] - 1s 679ms/step 1/1 [==============================] - 1s 550ms/step 1/1 [==============================] - 0s 493ms/step 1/1 [==============================] - 0s 463ms/step 1/1 [==============================] - 0s 465ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 1s 525ms/step 1/1 [==============================] - 0s 477ms/step 1/1 [==============================] - 0s 459ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 464ms/step 1/1 [==============================] - 0s 483ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 1s 527ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 433ms/step 1/1 [==============================] - 1s 731ms/step 1/1 [==============================] - 0s 471ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 1s 509ms/step 1/1 [==============================] - 1s 699ms/step 1/1 [==============================] - 1s 642ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 1s 532ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 487ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 478ms/step 1/1 [==============================] - 1s 765ms/step 1/1 [==============================] - 1s 584ms/step 1/1 [==============================] - 1s 558ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 1s 564ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 462ms/step 1/1 [==============================] - 1s 602ms/step 1/1 [==============================] - 1s 542ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 497ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 458ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 327ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 1s 507ms/step 1/1 [==============================] - 0s 328ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 327ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 1s 595ms/step 1/1 [==============================] - 1s 680ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 328ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 329ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 328ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 329ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 1s 651ms/step 1/1 [==============================] - 1s 698ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 451ms/step 1/1 [==============================] - 1s 519ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 1s 570ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 1s 603ms/step 1/1 [==============================] - 0s 469ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 493ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 460ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 429ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 1s 586ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 329ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 483ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 482ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 1s 673ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 327ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 328ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 459ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 1s 515ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 1s 501ms/step 1/1 [==============================] - 1s 635ms/step 1/1 [==============================] - 0s 493ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 1s 605ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 1s 546ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 1s 515ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 1s 527ms/step 1/1 [==============================] - 0s 466ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 406ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 438ms/step 1/1 [==============================] - 0s 430ms/step 1/1 [==============================] - 0s 425ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 422ms/step 1/1 [==============================] - 1s 527ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 1s 512ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 437ms/step 1/1 [==============================] - 0s 428ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 0s 434ms/step 1/1 [==============================] - 0s 444ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 462ms/step 1/1 [==============================] - 0s 452ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 412ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 441ms/step 1/1 [==============================] - 1s 710ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 461ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 407ms/step 1/1 [==============================] - 0s 401ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 470ms/step 1/1 [==============================] - 1s 744ms/step 1/1 [==============================] - 1s 577ms/step 1/1 [==============================] - 1s 514ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 489ms/step 1/1 [==============================] - 1s 525ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 483ms/step 1/1 [==============================] - 1s 596ms/step 1/1 [==============================] - 1s 563ms/step 1/1 [==============================] - 0s 465ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 414ms/step 1/1 [==============================] - 0s 393ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 1s 547ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 445ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 1s 580ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 448ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 467ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 446ms/step 1/1 [==============================] - 0s 420ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 456ms/step 1/1 [==============================] - 0s 476ms/step 1/1 [==============================] - 1s 808ms/step 1/1 [==============================] - 0s 492ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 1s 514ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 419ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 1s 615ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 383ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 443ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 454ms/step 1/1 [==============================] - 0s 478ms/step 1/1 [==============================] - 0s 475ms/step 1/1 [==============================] - 1s 513ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 449ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 455ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 450ms/step 1/1 [==============================] - 0s 439ms/step 1/1 [==============================] - 0s 388ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 435ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 460ms/step 1/1 [==============================] - 1s 555ms/step 1/1 [==============================] - 0s 499ms/step 1/1 [==============================] - 0s 460ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 408ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 402ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 0s 460ms/step 1/1 [==============================] - 0s 416ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 1s 532ms/step 1/1 [==============================] - 1s 532ms/step 1/1 [==============================] - 1s 502ms/step 1/1 [==============================] - 0s 436ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 458ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 0s 457ms/step 1/1 [==============================] - 0s 427ms/step 1/1 [==============================] - 0s 458ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 398ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 440ms/step 1/1 [==============================] - 0s 432ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 415ms/step 1/1 [==============================] - 0s 447ms/step 1/1 [==============================] - 0s 431ms/step 1/1 [==============================] - 0s 466ms/step 1/1 [==============================] - 0s 442ms/step 1/1 [==============================] - 0s 458ms/step 1/1 [==============================] - 1s 502ms/step 1/1 [==============================] - 0s 421ms/step 1/1 [==============================] - 1s 543ms/step 1/1 [==============================] - 1s 524ms/step 1/1 [==============================] - 0s 424ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 426ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 405ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 395ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 418ms/step 1/1 [==============================] - 0s 399ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 417ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 404ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 1s 503ms/step 1/1 [==============================] - 0s 496ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 400ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 392ms/step 1/1 [==============================] - 0s 384ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 397ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 403ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 0s 389ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 394ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 1s 527ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 371ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 409ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 387ms/step 1/1 [==============================] - 0s 386ms/step 1/1 [==============================] - 0s 380ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 374ms/step 1/1 [==============================] - 0s 391ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 493ms/step 1/1 [==============================] - 1s 556ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 335ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 413ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 466ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 453ms/step 1/1 [==============================] - 0s 411ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 1s 506ms/step 1/1 [==============================] - 0s 396ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 474ms/step 1/1 [==============================] - 0s 368ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 372ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 365ms/step 1/1 [==============================] - 0s 385ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 376ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 366ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 373ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 377ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 363ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 369ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 370ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 343ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 381ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 360ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 361ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 375ms/step 1/1 [==============================] - 0s 367ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 362ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 337ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 356ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 358ms/step 1/1 [==============================] - 0s 357ms/step 1/1 [==============================] - 0s 342ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 341ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 346ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 353ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 340ms/step 1/1 [==============================] - 0s 378ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 339ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 345ms/step 1/1 [==============================] - 0s 349ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 355ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 347ms/step 1/1 [==============================] - 0s 423ms/step 1/1 [==============================] - 0s 458ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 354ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 333ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 352ms/step 1/1 [==============================] - 0s 351ms/step 1/1 [==============================] - 0s 338ms/step 1/1 [==============================] - 0s 410ms/step 1/1 [==============================] - 0s 379ms/step 1/1 [==============================] - 0s 359ms/step 1/1 [==============================] - 0s 364ms/step 1/1 [==============================] - 0s 326ms/step 1/1 [==============================] - 0s 328ms/step 1/1 [==============================] - 0s 326ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 325ms/step 1/1 [==============================] - 0s 306ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 330ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 313ms/step 1/1 [==============================] - 0s 316ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 320ms/step 1/1 [==============================] - 0s 327ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 344ms/step 1/1 [==============================] - 0s 348ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 382ms/step 1/1 [==============================] - 1s 747ms/step 1/1 [==============================] - 0s 390ms/step 1/1 [==============================] - 0s 308ms/step 1/1 [==============================] - 0s 316ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 309ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 320ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 322ms/step 1/1 [==============================] - 0s 308ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 306ms/step 1/1 [==============================] - 0s 322ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 320ms/step 1/1 [==============================] - 0s 336ms/step 1/1 [==============================] - 0s 324ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 318ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 318ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 311ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 318ms/step 1/1 [==============================] - 0s 308ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 318ms/step 1/1 [==============================] - 0s 309ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 309ms/step 1/1 [==============================] - 0s 322ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 322ms/step 1/1 [==============================] - 0s 314ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 318ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 314ms/step 1/1 [==============================] - 0s 314ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 313ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 322ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 350ms/step 1/1 [==============================] - 0s 319ms/step 1/1 [==============================] - 0s 308ms/step 1/1 [==============================] - 0s 304ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 315ms/step 1/1 [==============================] - 0s 309ms/step 1/1 [==============================] - 0s 331ms/step 1/1 [==============================] - 0s 332ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 321ms/step 1/1 [==============================] - 0s 312ms/step 1/1 [==============================] - 0s 316ms/step 1/1 [==============================] - 0s 320ms/step 1/1 [==============================] - 0s 310ms/step 1/1 [==============================] - 0s 325ms/step 1/1 [==============================] - 0s 324ms/step 1/1 [==============================] - 0s 306ms/step 1/1 [==============================] - 0s 326ms/step 1/1 [==============================] - 0s 317ms/step 1/1 [==============================] - 0s 309ms/step 1/1 [==============================] - 0s 334ms/step 1/1 [==============================] - 0s 323ms/step 1/1 [==============================] - 0s 317ms/step Shape of all_embedding : (10770, 2622)
## Let us check the sample values of embedded vectors generated for the sample image
for i in range(3):
for j in range(5):
print(i, all_embeddings[i].shape, all_embeddings[i][j])
0 (2622,) 0.03170304000377655 0 (2622,) -0.01505130622535944 0 (2622,) -0.012434014119207859 0 (2622,) 0.01952115073800087 0 (2622,) -0.0004438520409166813 1 (2622,) 0.034977030009031296 1 (2622,) -0.001050618477165699 1 (2622,) -0.012489347718656063 1 (2622,) 0.025949543341994286 1 (2622,) 0.025733577087521553 2 (2622,) 0.028018906712532043 2 (2622,) -0.0011262879706919193 2 (2622,) -0.012657475657761097 2 (2622,) 0.029612626880407333 2 (2622,) 0.03246227651834488
# Function to caluclate the distance between 2 embeddings
def distance(emb1, emb2):
return np.sum(np.square(emb1 - emb2))
# FUnction to show distance metrics between 2 given images
def show_pair(idx1, idx2):
plt.figure(figsize=(15,5))
path1=pins_metadata[idx1].image_path()
path2=pins_metadata[idx2].image_path()
dist=distance(all_embeddings[idx1], all_embeddings[idx2])
plt.suptitle("Distance between images {0} & {1} = {2} \n".format(idx1, idx2, dist))
ax1 = plt.subplot(1,2,1)
ax1.set_title(path1)
ax1.imshow(load_normalize_image(pins_metadata[idx1].image_path()))
ax2 = plt.subplot(1,2,2)
ax2.set_title(path2)
ax2.imshow(load_normalize_image(pins_metadata[idx2].image_path()))
## Example of similar images
show_pair(20, 25)
show_pair(90, 97)
show_pair(450,460)
show_pair(630,640)
## Example of dissimilar images
show_pair(20, 95)
show_pair(90, 300)
show_pair(450,660)
show_pair(630,920)
X=all_embeddings
y_arr=np.array([m.name for m in pins_metadata])
print("Shape of X :{}".format(X.shape))
print("Shape of y_arr :{}".format(y_arr.shape))
Shape of X :(10770, 2622) Shape of y_arr :(10770,)
X
array([[ 0.03170304, -0.01505131, -0.01243401, ..., 0.0004314 ,
0.00219081, -0.00908097],
[ 0.03497703, -0.00105062, -0.01248935, ..., -0.01053091,
0.00179321, 0.02439156],
[ 0.02801891, -0.00112629, -0.01265748, ..., -0.00904751,
-0.00578401, 0.02125831],
...,
[ 0.00965871, 0.0037216 , -0.01345864, ..., -0.01433404,
0.01899944, 0.03899154],
[ 0.00230929, 0.00094763, -0.00544813, ..., -0.01600494,
0.01053975, 0.03683249],
[ 0.01772301, 0.01064051, 0.01995193, ..., -0.0261843 ,
0.03288927, 0.04882649]])
y_arr
array(['pins_Aaron Paul', 'pins_Aaron Paul', 'pins_Aaron Paul', ...,
'pins_zendaya', 'pins_zendaya', 'pins_zendaya'], dtype='<U29')
labels = preprocessing.LabelEncoder()
y = labels.fit_transform(y_arr)
print(labels.classes_)
['pins_Aaron Paul' 'pins_Alvaro Morte' 'pins_Amanda Crew' 'pins_Amaury Nolasco' 'pins_Anna Gunn' 'pins_Benedict Cumberbatch' 'pins_Betsy Brandt' 'pins_Brenton Thwaites' 'pins_Brit Marling' 'pins_Bryan Cranston' 'pins_Caity Lotz' 'pins_Cameron Monaghan' 'pins_Chance Perdomo' 'pins_Chris Evans' 'pins_Chris Pratt' 'pins_Cobie Smulders' 'pins_Danielle Panabaker' 'pins_Dave Franco' 'pins_Dominic Purcell' 'pins_Dwayne Johnson' 'pins_Emilia Clarke' 'pins_Emily Bett Rickards' 'pins_Emma Stone' 'pins_Gwyneth Paltrow' 'pins_Henry Cavil' 'pins_Jason Momoa' 'pins_Jeremy Renner' 'pins_Jesse Eisenberg' 'pins_Jim Parsons' 'pins_Jon Bernthal' 'pins_Josh Radnor' 'pins_Kit Harington' 'pins_Krysten Ritter' 'pins_Kumail Nanjiani' 'pins_Maisie Williams' 'pins_Mark Ruffalo' 'pins_Martin Starr' 'pins_Melissa benoit' 'pins_Mike Colter' 'pins_Morena Baccarin' 'pins_Morgan Freeman' 'pins_Natalie Portman' 'pins_Neil Patrick Harris' 'pins_Paul Rudd' 'pins_Pedro Alonso' 'pins_Peter Dinklage' 'pins_RJ Mitte' 'pins_Rami Melek' 'pins_Robert Knepper' 'pins_Robin Taylor' 'pins_Ryan Reynolds' 'pins_Sarah Wayne Callies' 'pins_Scarlett Johansson' 'pins_Sebastian Stan' 'pins_Sophie Turner' 'pins_Stephen Amell' 'pins_Sundar Pichai' 'pins_Thomas Middleditch' 'pins_Tom Cavanagh' 'pins_Ursula Corbero' 'pins_Wentworth Miller' 'pins_Willa Holland' 'pins_William Fichtner' 'pins_alexandra daddario' 'pins_alycia debnam carey face' 'pins_amber heard face' 'pins_anne hathaway' 'pins_barbara palvin face' 'pins_bellamy blake face' 'pins_bill gates' 'pins_brie larson' 'pins_chadwick boseman face' 'pins_david mazouz' 'pins_drake' 'pins_dua lipa face' 'pins_eliza taylor' 'pins_elizabeth olsen face' 'pins_elon musk' 'pins_emma watson face' 'pins_gal gadot face' 'pins_grant gustin face' 'pins_jason isaacs' 'pins_jeff bezos' 'pins_kiernan shipka' 'pins_kristen stewart face' 'pins_lindsey morgan face' 'pins_margot robbie face' 'pins_maria pedraza' 'pins_mark zuckerberg' 'pins_miguel herran' 'pins_millie bobby brown' 'pins_rihanna' 'pins_robert downey jr face' 'pins_sean pertwee' 'pins_selena gomez' 'pins_shakira' 'pins_tati gabrielle' 'pins_taylor swift' 'pins_tom holland face' 'pins_zendaya']
y.shape
(10770,)
y
array([ 0, 0, 0, ..., 99, 99, 99], dtype=int64)
# Splitting the data into train and test
from sklearn.model_selection import train_test_split
#X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=10, stratify=y)
train_idx = np.array([n for n in np.arange(pins_metadata.shape[0]) if n % 9 != 0])
test_idx = np.array([n for n in np.arange(pins_metadata.shape[0]) if n % 9 == 0])
print("Indexes in train_idx :{}".format(train_idx))
print("Indexes in test_idx :{}".format(test_idx))
X_train = all_embeddings[train_idx]
X_test = all_embeddings[test_idx]
y_train = y[train_idx]
y_test = y[test_idx]
Indexes in train_idx :[ 1 2 3 ... 10767 10768 10769] Indexes in test_idx :[ 0 9 18 ... 10746 10755 10764]
print("Shape of X_train :{}".format(X_train.shape))
print("Shape of X_test :{}".format(X_test.shape))
print("Shape of y_train :{}".format(y_train.shape))
print("Shape of y_test :{}".format(y_test.shape))
Shape of X_train :(9573, 2622) Shape of X_test :(1197, 2622) Shape of y_train :(9573,) Shape of y_test :(1197,)
scaler = StandardScaler()
X_train_std = scaler.fit_transform(X_train)
X_test_std = scaler.transform(X_test)
print('Shape of X_train_std shape : {}'.format(X_train_std.shape))
print('Shape of X_test_std shape : {}'.format(X_test_std.shape))
print("Shape of y_train :{}".format(y_train.shape))
print("Shape of y_test :{}".format(y_test.shape))
Shape of X_train_std shape : (9573, 2622) Shape of X_test_std shape : (1197, 2622) Shape of y_train :(9573,) Shape of y_test :(1197,)
# Applying PCA
pca = PCA(n_components=224)
X_train_pca = pca.fit_transform(X_train_std)
X_test_pca = pca.transform(X_test_std)
print("After applying PCA for dimensionality reduction..")
print("Shape of X_train_pca shape : {}".format(X_train_pca.shape))
print("Shape of X_test_pca shape : {}".format(X_test_pca.shape))
print("Shape of y_train :{}".format(y_train.shape))
print("Shape of y_test :{}".format(y_test.shape))
After applying PCA for dimensionality reduction.. Shape of X_train_pca shape : (9573, 224) Shape of X_test_pca shape : (1197, 224) Shape of y_train :(9573,) Shape of y_test :(1197,)
clf = SVC(C=5., gamma=0.001)
clf.fit(X_train_pca, y_train)
SVC(C=5.0, gamma=0.001)
predicted_labels_train = clf.predict(X_train_pca)
predicted_labels_test = clf.predict(X_test_pca)
def getAccuracy(testSet, predictions):
correct = 0
for x in range(len(testSet)):
if testSet[x]==predictions[x]:
correct += 1
return (correct/float(len(testSet))) * 100.0
train_accuracy=getAccuracy(y_train.tolist(),predicted_labels_train)
print("Train score accuracy using SVM: {}".format(train_accuracy))
Train score accuracy using SVM: 99.97910790765695
test_accuracy=getAccuracy(y_test.tolist(),predicted_labels_test)
print("Test score accuracy using SVM: {}".format(test_accuracy))
Test score accuracy using SVM: 94.56975772765246
#sample actual Vs Predicted
y_grid = (np.column_stack([y_test, predicted_labels_test]))
print(y_grid[0:20])
print(y_grid[50:55])
print(y_grid[1000:1005])
[[ 0 0] [ 0 0] [ 0 0] [ 0 0] [ 0 0] [ 0 0] [ 0 0] [ 0 0] [ 0 0] [ 0 0] [63 63] [63 63] [63 63] [63 61] [63 63] [63 63] [63 63] [63 63] [63 63] [63 63]] [[64 64] [64 64] [64 64] [64 64] [ 2 2]] [[52 52] [52 52] [52 52] [52 52] [52 52]]
As we can see above the test classes and predicted classes are same for the samples.
y_predict_encoded = labels.inverse_transform(predicted_labels_test)
print(y_predict_encoded)
['pins_Aaron Paul' 'pins_Aaron Paul' 'pins_Aaron Paul' ... 'pins_zendaya' 'pins_zendaya' 'pins_zendaya']
class_dict={i: l for (i, l) in enumerate(labels.classes_)}
print('\nClass dictionary : \n{}'.format(class_dict))
Class dictionary :
{0: 'pins_Aaron Paul', 1: 'pins_Alvaro Morte', 2: 'pins_Amanda Crew', 3: 'pins_Amaury Nolasco', 4: 'pins_Anna Gunn', 5: 'pins_Benedict Cumberbatch', 6: 'pins_Betsy Brandt', 7: 'pins_Brenton Thwaites', 8: 'pins_Brit Marling', 9: 'pins_Bryan Cranston', 10: 'pins_Caity Lotz', 11: 'pins_Cameron Monaghan', 12: 'pins_Chance Perdomo', 13: 'pins_Chris Evans', 14: 'pins_Chris Pratt', 15: 'pins_Cobie Smulders', 16: 'pins_Danielle Panabaker', 17: 'pins_Dave Franco', 18: 'pins_Dominic Purcell', 19: 'pins_Dwayne Johnson', 20: 'pins_Emilia Clarke', 21: 'pins_Emily Bett Rickards', 22: 'pins_Emma Stone', 23: 'pins_Gwyneth Paltrow', 24: 'pins_Henry Cavil', 25: 'pins_Jason Momoa', 26: 'pins_Jeremy Renner', 27: 'pins_Jesse Eisenberg', 28: 'pins_Jim Parsons', 29: 'pins_Jon Bernthal', 30: 'pins_Josh Radnor', 31: 'pins_Kit Harington', 32: 'pins_Krysten Ritter', 33: 'pins_Kumail Nanjiani', 34: 'pins_Maisie Williams', 35: 'pins_Mark Ruffalo', 36: 'pins_Martin Starr', 37: 'pins_Melissa benoit', 38: 'pins_Mike Colter', 39: 'pins_Morena Baccarin', 40: 'pins_Morgan Freeman', 41: 'pins_Natalie Portman', 42: 'pins_Neil Patrick Harris', 43: 'pins_Paul Rudd', 44: 'pins_Pedro Alonso', 45: 'pins_Peter Dinklage', 46: 'pins_RJ Mitte', 47: 'pins_Rami Melek', 48: 'pins_Robert Knepper', 49: 'pins_Robin Taylor', 50: 'pins_Ryan Reynolds', 51: 'pins_Sarah Wayne Callies', 52: 'pins_Scarlett Johansson', 53: 'pins_Sebastian Stan', 54: 'pins_Sophie Turner', 55: 'pins_Stephen Amell', 56: 'pins_Sundar Pichai', 57: 'pins_Thomas Middleditch', 58: 'pins_Tom Cavanagh', 59: 'pins_Ursula Corbero', 60: 'pins_Wentworth Miller', 61: 'pins_Willa Holland', 62: 'pins_William Fichtner', 63: 'pins_alexandra daddario', 64: 'pins_alycia debnam carey face', 65: 'pins_amber heard face', 66: 'pins_anne hathaway', 67: 'pins_barbara palvin face', 68: 'pins_bellamy blake face', 69: 'pins_bill gates', 70: 'pins_brie larson', 71: 'pins_chadwick boseman face', 72: 'pins_david mazouz', 73: 'pins_drake', 74: 'pins_dua lipa face', 75: 'pins_eliza taylor', 76: 'pins_elizabeth olsen face', 77: 'pins_elon musk', 78: 'pins_emma watson face', 79: 'pins_gal gadot face', 80: 'pins_grant gustin face', 81: 'pins_jason isaacs', 82: 'pins_jeff bezos', 83: 'pins_kiernan shipka', 84: 'pins_kristen stewart face', 85: 'pins_lindsey morgan face', 86: 'pins_margot robbie face', 87: 'pins_maria pedraza', 88: 'pins_mark zuckerberg', 89: 'pins_miguel herran', 90: 'pins_millie bobby brown', 91: 'pins_rihanna', 92: 'pins_robert downey jr face', 93: 'pins_sean pertwee', 94: 'pins_selena gomez', 95: 'pins_shakira', 96: 'pins_tati gabrielle', 97: 'pins_taylor swift', 98: 'pins_tom holland face', 99: 'pins_zendaya'}
samp_idx = 70
print("Actual index of the image :{}".format(test_idx[samp_idx]))
samp_img = load_normalize_image(pins_metadata[test_idx][samp_idx].image_path())
samp_pred = predicted_labels_test[samp_idx]
print("Predicted class :{}".format(samp_pred))
samp_id = class_dict[samp_pred]
plt.imshow(samp_img)
plt.title("Sample image below is identified as {}".format(samp_id))
Actual index of the image :630 Predicted class :3
Text(0.5, 1.0, 'Sample image below is identified as pins_Amaury Nolasco')
Hint: ‘Benedict Cumberbatch9.jpg’ and ‘Dwayne Johnson4.jpg’ are the test images.
benedict_pic='Benedict Cumberbatch9.jpg'
benedict_img = load_normalize_image(benedict_pic)
plt.imshow(benedict_img)
<matplotlib.image.AxesImage at 0x29c34075a90>
dwayne_pic='Dwayne Johnson4.jpg'
dwayne_img = load_normalize_image(dwayne_pic)
plt.imshow(dwayne_img)
<matplotlib.image.AxesImage at 0x29b0b342fd0>
def predict_sample(path):
# reading the image
samp_img = load_normalize_image(path)
#Preparing embedded vector and model input
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(samp_img, axis=0))[0]
samp_embeddings = np.zeros((1, 2622)) # initializing for the image
samp_embeddings[0]=embedding_vector
x_samp=samp_embeddings
# standardize
x_samp_std = scaler.transform(x_samp)
# apply pca
x_samp_pca = pca.transform(x_samp_std)
# predict using the trained model
predicted_class = clf.predict(x_samp_pca)
samp_pred=predicted_class[0]
print("predicted_class : {}".format(samp_pred))
# display actual image with predicted name
plt.imshow(samp_img)
plt.title("Image below is identified as {}".format(class_dict[samp_pred]))
predict_sample(benedict_pic)
1/1 [==============================] - 2s 2s/step predicted_class : 5
predict_sample(dwayne_pic)
1/1 [==============================] - 0s 373ms/step predicted_class : 19